Physical Inversion on Wave-based Characterization Helmholtz equations Sparse: 32 (test)
0.203RMSEPIS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PISObservation budget=32 (Sparse)2025.12 | 0.203 | 0.735 | |
| FNOObservation budget=32 (Sparse)2025.12 | 0.423 | 0.214 | |
| PINNObservation budget=32 (Sparse)2025.12 | 0.512 | 0.282 | |
| NIOObservation budget=32 (Sparse)2025.12 | 0.523 | 0.158 | |
| Flow MatchingObservation budget=32 (Sparse)2025.12 | 0.556 | 0.157 |